the transition probability \(q(\cdot |\cdot )\)  is adjusted accordingly. Following [1]}, \(\gamma \)  is tuned to get an acceptance rate of 0.57, after the initial convergence phase. This requires \(\gamma = O(1/d_\theta )\)  as illustrated below. The desired acceptance rate is achieved for \(\gamma \simeq 0.0034\)  to be compared with \(\gamma =0.1\)  used for rnr  and rqn.
